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 "cells": [
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   "cell_type": "code",
   "execution_count": 1,
   "id": "3b6ce40f-91c7-4f9f-92b7-64c5c5221a44",
   "metadata": {},
   "outputs": [],
   "source": [
    "#数据清理\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "#画图\n",
    "from pyecharts import options as opts\n",
    "from pyecharts.charts import Bar\n",
    "from pyecharts.charts import Timeline\n",
    "\n",
    "#在jupyter notebook演示\n",
    "from pyecharts.globals import CurrentConfig, NotebookType \n",
    "CurrentConfig.NOTEBOOK_TYPE = NotebookType.NTERACT\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "fa5e7c21-b17e-433e-ab3e-2a9e7fdb70bc",
   "metadata": {},
   "outputs": [],
   "source": [
    "#导入csv数据\n",
    "df=pd.DataFrame(\n",
    "    pd.read_csv('粗离婚率(‰).csv', \n",
    "                              #index_col=\"地区\", \n",
    "                              parse_dates=True, \n",
    "                              header=0, \n",
    "                              encoding='utf-8'))\n",
    "\n",
    "df=pd.melt(df, id_vars=['地区'], \n",
    "           value_vars=['2012', '2013', '2014', '2015', '2016', '2017', '2018', '2019', '2020'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "656bc1f9-a1b8-4b88-b4f9-32be21a8d4c7",
   "metadata": {},
   "outputs": [],
   "source": [
    "df['variable']=df['variable'].astype('int')\n",
    "\n",
    "color0= ['#27CCA5', '#00A9F4', '#657FBF', '#524E54', '#AB2F97', '#A2239E', '#874CB8', '#D7A8B5',\n",
    "         '#044377', '#1CACF1', '#2A4341', '#524E54', '#8FD758', '#956CF9', '#0AE7E6', '#C24B68',\n",
    "         '#334158', '#39C1B5', '#400C11', '#C74E5B', '#B8328F', '#501084', '#2BE27D', '#4F97D1',\n",
    "         '#622C80', '#8EB7F7', '#C358A4', '#C2D07D', '#9B52A6', '#F1BA06', '#87D0D0'] #设置颜色\n",
    "\n",
    "color = color0*9\n",
    "\n",
    "df['color'] = color"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "cf82c424-b8bd-4e10-a261-011867729b70",
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   "outputs": [
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>地区</th>\n",
       "      <th>variable</th>\n",
       "      <th>value</th>\n",
       "      <th>color</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>北京市</td>\n",
       "      <td>2012</td>\n",
       "      <td>2.35</td>\n",
       "      <td>#27CCA5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>天津市</td>\n",
       "      <td>2012</td>\n",
       "      <td>2.57</td>\n",
       "      <td>#00A9F4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>河北省</td>\n",
       "      <td>2012</td>\n",
       "      <td>2.35</td>\n",
       "      <td>#657FBF</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>山西省</td>\n",
       "      <td>2012</td>\n",
       "      <td>1.46</td>\n",
       "      <td>#524E54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>内蒙古自治区</td>\n",
       "      <td>2012</td>\n",
       "      <td>2.83</td>\n",
       "      <td>#AB2F97</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>274</th>\n",
       "      <td>陕西省</td>\n",
       "      <td>2020</td>\n",
       "      <td>3.27</td>\n",
       "      <td>#C358A4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>275</th>\n",
       "      <td>甘肃省</td>\n",
       "      <td>2020</td>\n",
       "      <td>2.29</td>\n",
       "      <td>#C2D07D</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>276</th>\n",
       "      <td>青海省</td>\n",
       "      <td>2020</td>\n",
       "      <td>3.05</td>\n",
       "      <td>#9B52A6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>277</th>\n",
       "      <td>宁夏回族自治区</td>\n",
       "      <td>2020</td>\n",
       "      <td>2.93</td>\n",
       "      <td>#F1BA06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>278</th>\n",
       "      <td>新疆维吾尔自治区</td>\n",
       "      <td>2020</td>\n",
       "      <td>2.88</td>\n",
       "      <td>#87D0D0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>279 rows × 4 columns</p>\n",
       "</div>"
      ],
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       "           地区  variable  value    color\n",
       "0         北京市      2012   2.35  #27CCA5\n",
       "1         天津市      2012   2.57  #00A9F4\n",
       "2         河北省      2012   2.35  #657FBF\n",
       "3         山西省      2012   1.46  #524E54\n",
       "4      内蒙古自治区      2012   2.83  #AB2F97\n",
       "..        ...       ...    ...      ...\n",
       "274       陕西省      2020   3.27  #C358A4\n",
       "275       甘肃省      2020   2.29  #C2D07D\n",
       "276       青海省      2020   3.05  #9B52A6\n",
       "277   宁夏回族自治区      2020   2.93  #F1BA06\n",
       "278  新疆维吾尔自治区      2020   2.88  #87D0D0\n",
       "\n",
       "[279 rows x 4 columns]"
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     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
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   ],
   "source": [
    "df"
   ]
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   "id": "b250be3f-2d54-4519-8d52-1c3379436e30",
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       "                        \"fontSize\": 14,\n",
       "                        \"fontFamily\": \"Times New Roman\",\n",
       "                        \"formatter\": \"{value} \\u2030\"\n",
       "                    },\n",
       "                    \"inverse\": false,\n",
       "                    \"offset\": 0,\n",
       "                    \"splitNumber\": 5,\n",
       "                    \"min\": 0,\n",
       "                    \"max\": 6,\n",
       "                    \"minInterval\": 0,\n",
       "                    \"splitLine\": {\n",
       "                        \"show\": false,\n",
       "                        \"lineStyle\": {\n",
       "                            \"show\": true,\n",
       "                            \"width\": 1,\n",
       "                            \"opacity\": 1,\n",
       "                            \"curveness\": 0,\n",
       "                            \"type\": \"solid\"\n",
       "                        }\n",
       "                    }\n",
       "                }\n",
       "            ],\n",
       "            \"yAxis\": [\n",
       "                {\n",
       "                    \"name\": \"\\u5730\\u533a\",\n",
       "                    \"show\": true,\n",
       "                    \"scale\": false,\n",
       "                    \"nameLocation\": \"end\",\n",
       "                    \"nameGap\": 10,\n",
       "                    \"gridIndex\": 0,\n",
       "                    \"axisLabel\": {\n",
       "                        \"show\": true,\n",
       "                        \"position\": \"top\",\n",
       "                        \"margin\": 8,\n",
       "                        \"fontSize\": 9,\n",
       "                        \"fontFamily\": \"Times New Roman\"\n",
       "                    },\n",
       "                    \"inverse\": false,\n",
       "                    \"offset\": 0,\n",
       "                    \"splitNumber\": 5,\n",
       "                    \"minInterval\": 0,\n",
       "                    \"splitLine\": {\n",
       "                        \"show\": false,\n",
       "                        \"lineStyle\": {\n",
       "                            \"show\": true,\n",
       "                            \"width\": 1,\n",
       "                            \"opacity\": 1,\n",
       "                            \"curveness\": 0,\n",
       "                            \"type\": \"solid\"\n",
       "                        }\n",
       "                    },\n",
       "                    \"data\": [\n",
       "                        \"\\u897f\\u85cf\\u81ea\\u6cbb\\u533a\",\n",
       "                        \"\\u5e7f\\u4e1c\\u7701\",\n",
       "                        \"\\u6d59\\u6c5f\\u7701\",\n",
       "                        \"\\u5c71\\u897f\\u7701\",\n",
       "                        \"\\u7518\\u8083\\u7701\",\n",
       "                        \"\\u6d77\\u5357\\u7701\",\n",
       "                        \"\\u5c71\\u4e1c\\u7701\",\n",
       "                        \"\\u798f\\u5efa\\u7701\",\n",
       "                        \"\\u4e0a\\u6d77\\u5e02\",\n",
       "                        \"\\u5e7f\\u897f\\u58ee\\u65cf\\u81ea\\u6cbb\\u533a\",\n",
       "                        \"\\u6c5f\\u897f\\u7701\",\n",
       "                        \"\\u65b0\\u7586\\u7ef4\\u543e\\u5c14\\u81ea\\u6cbb\\u533a\",\n",
       "                        \"\\u5b81\\u590f\\u56de\\u65cf\\u81ea\\u6cbb\\u533a\",\n",
       "                        \"\\u4e91\\u5357\\u7701\",\n",
       "                        \"\\u9752\\u6d77\\u7701\",\n",
       "                        \"\\u6cb3\\u5317\\u7701\",\n",
       "                        \"\\u6e56\\u5357\\u7701\",\n",
       "                        \"\\u6cb3\\u5357\\u7701\",\n",
       "                        \"\\u6c5f\\u82cf\\u7701\",\n",
       "                        \"\\u9655\\u897f\\u7701\",\n",
       "                        \"\\u6e56\\u5317\\u7701\",\n",
       "                        \"\\u5185\\u8499\\u53e4\\u81ea\\u6cbb\\u533a\",\n",
       "                        \"\\u8fbd\\u5b81\\u7701\",\n",
       "                        \"\\u56db\\u5ddd\\u7701\",\n",
       "                        \"\\u5317\\u4eac\\u5e02\",\n",
       "                        \"\\u5b89\\u5fbd\\u7701\",\n",
       "                        \"\\u9ed1\\u9f99\\u6c5f\\u7701\",\n",
       "                        \"\\u5409\\u6797\\u7701\",\n",
       "                        \"\\u8d35\\u5dde\\u7701\",\n",
       "                        \"\\u91cd\\u5e86\\u5e02\",\n",
       "                        \"\\u5929\\u6d25\\u5e02\"\n",
       "                    ]\n",
       "                }\n",
       "            ],\n",
       "            \"title\": [\n",
       "                {\n",
       "                    \"text\": \"\\u5404\\u7701/\\u5e02\\u79bb\\u5a5a\\u7387 (2020 \\u5e74)\",\n",
       "                    \"left\": \"10%\",\n",
       "                    \"padding\": 5,\n",
       "                    \"itemGap\": 10\n",
       "                }\n",
       "            ],\n",
       "            \"tooltip\": {\n",
       "                \"show\": true,\n",
       "                \"trigger\": \"item\",\n",
       "                \"triggerOn\": \"mousemove|click\",\n",
       "                \"axisPointer\": {\n",
       "                    \"type\": \"line\"\n",
       "                },\n",
       "                \"showContent\": true,\n",
       "                \"alwaysShowContent\": false,\n",
       "                \"showDelay\": 0,\n",
       "                \"hideDelay\": 100,\n",
       "                \"textStyle\": {\n",
       "                    \"fontSize\": 14\n",
       "                },\n",
       "                \"borderWidth\": 0,\n",
       "                \"padding\": 5\n",
       "            },\n",
       "            \"color\": [\n",
       "                \"#c23531\",\n",
       "                \"#2f4554\",\n",
       "                \"#61a0a8\",\n",
       "                \"#d48265\",\n",
       "                \"#749f83\",\n",
       "                \"#ca8622\",\n",
       "                \"#bda29a\",\n",
       "                \"#6e7074\",\n",
       "                \"#546570\",\n",
       "                \"#c4ccd3\",\n",
       "                \"#f05b72\",\n",
       "                \"#ef5b9c\",\n",
       "                \"#f47920\",\n",
       "                \"#905a3d\",\n",
       "                \"#fab27b\",\n",
       "                \"#2a5caa\",\n",
       "                \"#444693\",\n",
       "                \"#726930\",\n",
       "                \"#b2d235\",\n",
       "                \"#6d8346\",\n",
       "                \"#ac6767\",\n",
       "                \"#1d953f\",\n",
       "                \"#6950a1\",\n",
       "                \"#918597\"\n",
       "            ]\n",
       "        }\n",
       "    ]\n",
       "};\n",
       "        chart_3c9c2a2152ea4007af602505fedb92fc.setOption(option_3c9c2a2152ea4007af602505fedb92fc);\n",
       "    </script>\n",
       "</body>\n",
       "</html>\n"
      ],
      "text/plain": [
       "<pyecharts.render.display.HTML at 0x7fcbc0b92f40>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 创建一个 Timeline 对象，相当于一个容器，把后面绘制的每一帧可视化报表图放在里面，然后根据放入先后顺序合成一个类似动态图的视频\n",
    "\n",
    "tl = Timeline()\n",
    "\n",
    "# 利用 for 或 while 循环语句，遵守 Pyecharts 语句循环绘制每一帧图表，放入 Timeline\n",
    "# 然后加入了前面创建的 Timeline() 组件中\n",
    "\n",
    "for i in range(2012,2021):\n",
    "    df_sub = df[df['variable']==i].sort_values(by='value')\n",
    "    地区_list = list(df_sub['地区'])\n",
    "    value_list = list(df_sub['value'])\n",
    "    color_list = list(df_sub['color'])\n",
    "    y=[]\n",
    "    for j in range(31):\n",
    "         y.append(\n",
    "             opts.BarItem(\n",
    "                 name=地区_list[j],\n",
    "                 value=value_list[j],\n",
    "                 itemstyle_opts=opts.ItemStyleOpts(color=color_list[j]),\n",
    "             )\n",
    "         )\n",
    "    \n",
    "    bar = (\n",
    "        Bar(init_opts=opts.InitOpts(width=\"1600px\", height=\"1600px\"))\n",
    "        .add_xaxis(地区_list)\n",
    "        .add_yaxis(\"离婚率(‰)\", \n",
    "                   y, \n",
    "                   bar_width= 11,                  \n",
    "                   label_opts=opts.LabelOpts(position=\"right\"), \n",
    "                   markline_opts=opts.MarkLineOpts(data=[opts.MarkLineItem(type_=\"average\")]),\n",
    "                   markpoint_opts=opts.MarkPointOpts(data=[opts.MarkPointItem(type_=\"max\")]\n",
    "                                                    ) \n",
    "                  )\n",
    "        \n",
    "        .reversal_axis() \n",
    "        .set_global_opts(\n",
    "            title_opts=opts.TitleOpts(\"各省/市离婚率 ({} 年)\".format(i),\n",
    "                                     pos_left = '10%'),\n",
    "            legend_opts=opts.LegendOpts(pos_left='center'), \n",
    "            \n",
    "            xaxis_opts=opts.AxisOpts(\n",
    "            name=\"离婚率(‰)\",\n",
    "            type_=\"value\",\n",
    "            name_location='end',\n",
    "            name_textstyle_opts=opts.TextStyleOpts(\n",
    "                font_family= 'Times New Roman',\n",
    "                font_size=14,\n",
    "                color = 'red'\n",
    "            ),\n",
    "            min_=0,\n",
    "            max_=6,\n",
    "            interval=0.5,\n",
    "            axislabel_opts=opts.LabelOpts(formatter=\"{value} ‰\", \n",
    "                font_size=14,\n",
    "                font_family='Times New Roman')\n",
    "            ),\n",
    "             yaxis_opts=opts.AxisOpts(  \n",
    "                 name='地区',\n",
    "                 name_location='end',\n",
    "                 name_gap=10,\n",
    "                 axislabel_opts=opts.LabelOpts(font_size=9,\n",
    "                                               font_family='Times New Roman',)\n",
    "             ),))\n",
    "    \n",
    "    tl.add(bar, \"{}年\".format(i))\n",
    "    tl.add_schema(\n",
    "        play_interval=1200, \n",
    "        symbol_size=[10, 10])\n",
    "   \n",
    "\n",
    "tl.render_notebook()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "da36bb10-f6c1-41d8-bf9f-e077d7b26a22",
   "metadata": {},
   "outputs": [],
   "source": [
    "#tl.render_notebook()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7f46a628-5865-4435-83d6-2a15e0da8497",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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